FitBit

Dataset statistics

Number of variables	15
Number of observations	457
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	79.3 KiB
Average record size in memory	177.6 B

Variable types

NUM	14
CAT	1

Warnings

`TotalDistance` is highly correlated with `TotalSteps` and 1 other fields	High correlation
`TotalSteps` is highly correlated with `TotalDistance` and 1 other fields	High correlation
`TrackerDistance` is highly correlated with `TotalSteps` and 1 other fields	High correlation
`TotalSteps` has 61 (13.3%) zeros	Zeros
`TotalDistance` has 63 (13.8%) zeros	Zeros
`TrackerDistance` has 66 (14.4%) zeros	Zeros
`LoggedActivitiesDistance` has 433 (94.7%) zeros	Zeros
`VeryActiveDistance` has 245 (53.6%) zeros	Zeros
`ModeratelyActiveDistance` has 228 (49.9%) zeros	Zeros
`LightActiveDistance` has 74 (16.2%) zeros	Zeros
`SedentaryActiveDistance` has 419 (91.7%) zeros	Zeros
`VeryActiveMinutes` has 241 (52.7%) zeros	Zeros
`FairlyActiveMinutes` has 227 (49.7%) zeros	Zeros
`LightlyActiveMinutes` has 72 (15.8%) zeros	Zeros
`Calories` has 5 (1.1%) zeros	Zeros

Reproduction

Analysis started	2020-09-14 05:50:01.711361
Analysis finished	2020-09-14 05:51:07.064863
Duration	1 minute and 5.35 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

Id
Real number (ℝ_≥0)

Distinct	35
Distinct (%)	7.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4628594643
Minimum	1503960366
Maximum	8877689391
Zeros	0
Zeros (%)	0.0%
Memory size	3.7 KiB

Quantile statistics

Minimum	1503960366
5-th percentile	1624580081
Q1	2347167796
median	4057192912
Q3	6391747486
95-th percentile	8792009665
Maximum	8877689391
Range	7373729025
Interquartile range (IQR)	4044579690

Descriptive statistics

Standard deviation	2293781430
Coefficient of variation (CV)	0.4955675764
Kurtosis	-1.039194515
Mean	4628594643
Median Absolute Deviation (MAD)	2030840877
Skewness	0.3527246238
Sum	2.115267752e+12
Variance	5.261433247e+18
Monotocity	Increasing

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
4057192912	32	7.0%
4020332650	32	7.0%
1624580081	19	4.2%
1503960366	19	4.2%
4702921684	15	3.3%
2347167796	15	3.3%
4445114986	15	3.3%
6962181067	14	3.1%
8253242879	12	2.6%
4558609924	12	2.6%
4319703577	12	2.6%
2320127002	12	2.6%
8877689391	12	2.6%
5553957443	12	2.6%
8378563200	12	2.6%
7007744171	12	2.6%
7086361926	12	2.6%
2873212765	12	2.6%
1927972279	12	2.6%
1844505072	12	2.6%
3977333714	12	2.6%
8792009665	12	2.6%
2022484408	12	2.6%
2026352035	12	2.6%
5577150313	11	2.4%
Other values (10)	93	20.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1503960366	19	4.2%
1624580081	19	4.2%
1644430081	10	2.2%
1844505072	12	2.6%
1927972279	12	2.6%
2022484408	12	2.6%
2026352035	12	2.6%
2320127002	12	2.6%
2347167796	15	3.3%
2873212765	12	2.6%

Value	Count	Frequency (%)
8877689391	12	2.6%
8792009665	12	2.6%
8583815059	8	1.8%
8378563200	12	2.6%
8253242879	12	2.6%
8053475328	11	2.4%
7086361926	12	2.6%
7007744171	12	2.6%
6962181067	14	3.1%
6775888955	9	2.0%

ActivityDate
Categorical

Distinct	32
Distinct (%)	7.0%
Missing	0
Missing (%)	0.0%
Memory size	3.7 KiB

4/4/2016	35
4/3/2016	35
4/5/2016	35
4/2/2016	35
4/1/2016	34
Other values (27)	283

Common Values
Overview

Value	Count	Frequency (%)
4/4/2016	35	7.7%
4/3/2016	35	7.7%
4/5/2016	35	7.7%
4/2/2016	35	7.7%
4/1/2016	34	7.4%
4/6/2016	33	7.2%
4/8/2016	33	7.2%
4/7/2016	33	7.2%
4/9/2016	32	7.0%
4/10/2016	29	6.3%
4/11/2016	25	5.5%
4/12/2016	24	5.3%
3/30/2016	11	2.4%
3/31/2016	11	2.4%
3/29/2016	10	2.2%
3/28/2016	4	0.9%
3/25/2016	4	0.9%
3/27/2016	4	0.9%
3/26/2016	4	0.9%
3/22/2016	2	0.4%
3/21/2016	2	0.4%
3/16/2016	2	0.4%
3/13/2016	2	0.4%
3/12/2016	2	0.4%
3/18/2016	2	0.4%
Other values (7)	14	3.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	9
Median length	8
Mean length	8.332603939
Min length	8

Overview of Unicode Properties

Unique unicode characters	11
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
/	914	24.0%
1	623	16.4%
2	556	14.6%
0	499	13.1%
6	496	13.0%
4	422	11.1%
3	135	3.5%
9	44	1.2%
5	41	1.1%
7	39	1.0%
8	39	1.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	2894	76.0%
Other Punctuation	914	24.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
1	623	21.5%
2	556	19.2%
0	499	17.2%
6	496	17.1%
4	422	14.6%
3	135	4.7%
9	44	1.5%
5	41	1.4%
7	39	1.3%
8	39	1.3%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
/	914	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	3808	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
/	914	24.0%
1	623	16.4%
2	556	14.6%
0	499	13.1%
6	496	13.0%
4	422	11.1%
3	135	3.5%
9	44	1.2%
5	41	1.1%
7	39	1.0%
8	39	1.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3808	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
/	914	24.0%
1	623	16.4%
2	556	14.6%
0	499	13.1%
6	496	13.0%
4	422	11.1%
3	135	3.5%
9	44	1.2%
5	41	1.1%
7	39	1.0%
8	39	1.0%

TotalSteps
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	389
Distinct (%)	85.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6546.562363
Minimum	0
Maximum	28497
Zeros	61
Zeros (%)	13.3%
Memory size	3.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1988
median	5986
Q3	10198
95-th percentile	15605.6
Maximum	28497
Range	28497
Interquartile range (IQR)	8210

Descriptive statistics

Standard deviation	5398.493064
Coefficient of variation (CV)	0.824630205
Kurtosis	0.6648241126
Mean	6546.562363
Median Absolute Deviation (MAD)	4120
Skewness	0.803413395
Sum	2991779
Variance	29143727.36
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	61	13.3%
4195	2	0.4%
4499	2	0.4%
5543	2	0.4%
6344	2	0.4%
2098	2	0.4%
12409	2	0.4%
8	2	0.4%
7	2	0.4%
6835	1	0.2%
13987	1	0.2%
15392	1	0.2%
2214	1	0.2%
11943	1	0.2%
7350	1	0.2%
9634	1	0.2%
2303	1	0.2%
10461	1	0.2%
5290	1	0.2%
3762	1	0.2%
9725	1	0.2%
5181	1	0.2%
14583	1	0.2%
7734	1	0.2%
3246	1	0.2%
Other values (364)	364	79.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	61	13.3%
4	1	0.2%
7	2	0.4%
8	2	0.4%
14	1	0.2%
18	1	0.2%
20	1	0.2%
24	1	0.2%
44	1	0.2%
87	1	0.2%

Value	Count	Frequency (%)
28497	1	0.2%
27572	1	0.2%
25701	1	0.2%
24136	1	0.2%
23014	1	0.2%
20779	1	0.2%
20237	1	0.2%
20188	1	0.2%
19658	1	0.2%
18952	1	0.2%

TotalDistance
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	334
Distinct (%)	73.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4.663522972
Minimum	0
Maximum	27.53000069
Zeros	63
Zeros (%)	13.8%
Memory size	3.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.409999967
median	4.090000153
Q3	7.159999847
95-th percentile	11.23999977
Maximum	27.53000069
Range	27.53000069
Interquartile range (IQR)	5.749999881

Descriptive statistics

Standard deviation	4.082072268
Coefficient of variation (CV)	0.8753194296
Kurtosis	3.448976394
Mean	4.663522972
Median Absolute Deviation (MAD)	2.889999866
Skewness	1.321383526
Sum	2131.229998
Variance	16.663314
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	63	13.8%
0.009999999776	6	1.3%
7.670000076	3	0.7%
4.71999979	3	0.7%
1.919999957	2	0.4%
8.119999886	2	0.4%
4.78000021	2	0.4%
1.549999952	2	0.4%
0.8299999833	2	0.4%
5.329999924	2	0.4%
6.980000019	2	0.4%
8.100000381	2	0.4%
7.940000057	2	0.4%
1.429999948	2	0.4%
7.409999847	2	0.4%
3.839999914	2	0.4%
6.760000229	2	0.4%
7.260000229	2	0.4%
5.340000153	2	0.4%
5.099999905	2	0.4%
0.5299999714	2	0.4%
0.1400000006	2	0.4%
1.629999995	2	0.4%
1.779999971	2	0.4%
7.510000229	2	0.4%
Other values (309)	340	74.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	63	13.8%
0.009999999776	6	1.3%
0.01999999955	2	0.4%
0.02999999933	1	0.2%
0.1099999994	1	0.2%
0.1299999952	1	0.2%
0.1400000006	2	0.4%
0.1899999976	1	0.2%
0.2099999934	1	0.2%
0.2599999905	2	0.4%

Value	Count	Frequency (%)
27.53000069	1	0.2%
23.38999939	1	0.2%
20.90999985	1	0.2%
20.38999939	1	0.2%
20.13999939	1	0.2%
18.40999985	1	0.2%
15.81999969	1	0.2%
15.61999989	1	0.2%
14.84000015	1	0.2%
14.71000004	1	0.2%

TrackerDistance
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	336
Distinct (%)	73.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4.609846824
Minimum	0
Maximum	27.53000069
Zeros	66
Zeros (%)	14.4%
Memory size	3.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.279999971
median	4.090000153
Q3	7.110000134
95-th percentile	11.13599968
Maximum	27.53000069
Range	27.53000069
Interquartile range (IQR)	5.830000162

Descriptive statistics

Standard deviation	4.068539937
Coefficient of variation (CV)	0.8825759494
Kurtosis	3.576888152
Mean	4.609846824
Median Absolute Deviation (MAD)	2.920000076
Skewness	1.339050019
Sum	2106.699999
Variance	16.55301722
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	66	14.4%
0.009999999776	6	1.3%
7.670000076	3	0.7%
4.71999979	3	0.7%
1.919999957	2	0.4%
1.549999952	2	0.4%
5.329999924	2	0.4%
0.8299999833	2	0.4%
6.980000019	2	0.4%
1.429999948	2	0.4%
7.409999847	2	0.4%
8.100000381	2	0.4%
4.78000021	2	0.4%
1.779999971	2	0.4%
6.760000229	2	0.4%
7.260000229	2	0.4%
5.340000153	2	0.4%
5.409999847	2	0.4%
5.099999905	2	0.4%
3.869999886	2	0.4%
0.1400000006	2	0.4%
8.300000191	2	0.4%
5.630000114	2	0.4%
6.789999962	2	0.4%
1.24000001	2	0.4%
Other values (311)	337	73.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	66	14.4%
0.009999999776	6	1.3%
0.01999999955	2	0.4%
0.02999999933	1	0.2%
0.1099999994	1	0.2%
0.1299999952	1	0.2%
0.1400000006	2	0.4%
0.1899999976	1	0.2%
0.2099999934	1	0.2%
0.2599999905	2	0.4%

Value	Count	Frequency (%)
27.53000069	1	0.2%
23.38999939	1	0.2%
20.90999985	1	0.2%
20.38999939	1	0.2%
20.13999939	1	0.2%
18.40999985	1	0.2%
15.81999969	1	0.2%
15.61999989	1	0.2%
14.84000015	1	0.2%
14.71000004	1	0.2%

LoggedActivitiesDistance
Real number (ℝ_≥0)

ZEROS

Distinct	20
Distinct (%)	4.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.1794273741
Minimum	0
Maximum	6.72705698
Zeros	433
Zeros (%)	94.7%
Memory size	3.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.3665432006
Maximum	6.72705698
Range	6.72705698
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.8492318298
Coefficient of variation (CV)	4.733011526
Kurtosis	27.13615724
Mean	0.1794273741
Median Absolute Deviation (MAD)	0
Skewness	5.159788142
Sum	81.99830997
Variance	0.7211947008
Monotocity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0	433	94.7%
2.092147112	4	0.9%
2.253081083	3	0.7%
4.836380005	1	0.2%
2.696455002	1	0.2%
5.45686388	1	0.2%
3.218688011	1	0.2%
3.97279501	1	0.2%
6.72705698	1	0.2%
0.05584299937	1	0.2%
4.875989914	1	0.2%
1.926301956	1	0.2%
1.609344006	1	0.2%
4.835720062	1	0.2%
5.189849854	1	0.2%
4.842319965	1	0.2%
4.869782925	1	0.2%
4.901282787	1	0.2%
2.027772903	1	0.2%
4.828032017	1	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	433	94.7%
0.05584299937	1	0.2%
1.609344006	1	0.2%
1.926301956	1	0.2%
2.027772903	1	0.2%
2.092147112	4	0.9%
2.253081083	3	0.7%
2.696455002	1	0.2%
3.218688011	1	0.2%
3.97279501	1	0.2%

Value	Count	Frequency (%)
6.72705698	1	0.2%
5.45686388	1	0.2%
5.189849854	1	0.2%
4.901282787	1	0.2%
4.875989914	1	0.2%
4.869782925	1	0.2%
4.842319965	1	0.2%
4.836380005	1	0.2%
4.835720062	1	0.2%
4.828032017	1	0.2%

VeryActiveDistance
Real number (ℝ_≥0)

ZEROS

Distinct	170
Distinct (%)	37.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.180897153
Minimum	0
Maximum	21.92000008
Zeros	245
Zeros (%)	53.6%
Memory size	3.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1.309999943
95-th percentile	5.760000038
Maximum	21.92000008
Range	21.92000008
Interquartile range (IQR)	1.309999943

Descriptive statistics

Standard deviation	2.487158568
Coefficient of variation (CV)	2.106160186
Kurtosis	18.7096635
Mean	1.180897153
Median Absolute Deviation (MAD)	0
Skewness	3.73064421
Sum	539.669999
Variance	6.185957745
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	245	53.6%
0.0700000003	6	1.3%
0.25	4	0.9%
0.2300000042	3	0.7%
0.5	3	0.7%
0.3300000131	3	0.7%
0.1000000015	2	0.4%
2.019999981	2	0.4%
0.8700000048	2	0.4%
1.799999952	2	0.4%
2.319999933	2	0.4%
0.07999999821	2	0.4%
1.99000001	2	0.4%
0.1599999964	2	0.4%
0.3400000036	2	0.4%
1.309999943	2	0.4%
3.390000105	2	0.4%
0.6100000143	2	0.4%
1.769999981	2	0.4%
0.3700000048	2	0.4%
0.8899999857	2	0.4%
0.5500000119	2	0.4%
0.5099999905	2	0.4%
2.039999962	2	0.4%
0.1800000072	2	0.4%
Other values (145)	155	33.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	245	53.6%
0.009999999776	1	0.2%
0.01999999955	1	0.2%
0.03999999911	1	0.2%
0.05999999866	2	0.4%
0.0700000003	6	1.3%
0.07999999821	2	0.4%
0.09000000358	1	0.2%
0.1000000015	2	0.4%
0.1099999994	1	0.2%

Value	Count	Frequency (%)
21.92000008	1	0.2%
16.81999969	1	0.2%
14.72000027	1	0.2%
12.22000027	1	0.2%
12.06000042	1	0.2%
11.72999954	1	0.2%
11.10000038	1	0.2%
9.979999542	1	0.2%
9.970000267	1	0.2%
9.960000038	1	0.2%

ModeratelyActiveDistance
Real number (ℝ_≥0)

ZEROS

Distinct	140
Distinct (%)	30.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.4786433252
Minimum	0
Maximum	6.400000095
Zeros	228
Zeros (%)	49.9%
Memory size	3.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.01999999955
Q3	0.6700000167
95-th percentile	2.089999914
Maximum	6.400000095
Range	6.400000095
Interquartile range (IQR)	0.6700000167

Descriptive statistics

Standard deviation	0.8309951707
Coefficient of variation (CV)	1.736146995
Kurtosis	11.87056988
Mean	0.4786433252
Median Absolute Deviation (MAD)	0.01999999955
Skewness	2.971412313
Sum	218.7399996
Variance	0.6905529737
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	228	49.9%
0.25	5	1.1%
0.1800000072	5	1.1%
0.3300000131	4	0.9%
0.5299999714	4	0.9%
0.2300000042	4	0.9%
0.1599999964	4	0.9%
0.2599999905	4	0.9%
0.3700000048	4	0.9%
0.2199999988	4	0.9%
0.7900000215	4	0.9%
0.3600000143	3	0.7%
0.2099999934	3	0.7%
0.2399999946	3	0.7%
0.7599999905	3	0.7%
0.6299999952	3	0.7%
0.7799999714	3	0.7%
1.230000019	3	0.7%
0.8500000238	3	0.7%
0.8000000119	3	0.7%
0.4900000095	3	0.7%
0.6100000143	3	0.7%
0.5600000024	3	0.7%
0.2700000107	3	0.7%
0.8899999857	3	0.7%
Other values (115)	145	31.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	228	49.9%
0.01999999955	1	0.2%
0.03999999911	2	0.4%
0.05000000075	3	0.7%
0.05999999866	1	0.2%
0.09000000358	1	0.2%
0.1000000015	1	0.2%
0.1199999973	2	0.4%
0.1299999952	1	0.2%
0.1400000006	1	0.2%

Value	Count	Frequency (%)
6.400000095	1	0.2%
5.489999771	1	0.2%
4.489999771	1	0.2%
4.440000057	1	0.2%
3.720000029	1	0.2%
3.680000067	1	0.2%
3.599999905	1	0.2%
3.339999914	1	0.2%
3.25999999	1	0.2%
3.119999886	1	0.2%

LightActiveDistance
Real number (ℝ_≥0)

ZEROS

Distinct	295
Distinct (%)	64.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.890196937
Minimum	0
Maximum	12.51000023
Zeros	74
Zeros (%)	16.2%
Memory size	3.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.8700000048
median	2.930000067
Q3	4.460000038
95-th percentile	6.515999985
Maximum	12.51000023
Range	12.51000023
Interquartile range (IQR)	3.590000033

Descriptive statistics

Standard deviation	2.237523344
Coefficient of variation (CV)	0.7741767752
Kurtosis	0.2750757813
Mean	2.890196937
Median Absolute Deviation (MAD)	1.749999762
Skewness	0.5215831453
Sum	1320.82
Variance	5.006510715
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	74	16.2%
0.009999999776	7	1.5%
4.610000134	4	0.9%
3.5	4	0.9%
3.50999999	3	0.7%
3.910000086	3	0.7%
5.269999981	3	0.7%
4.949999809	3	0.7%
3.210000038	3	0.7%
1.629999995	3	0.7%
2.529999971	3	0.7%
4.449999809	3	0.7%
4.289999962	3	0.7%
4.679999828	3	0.7%
4.460000038	3	0.7%
3.640000105	2	0.4%
4.909999847	2	0.4%
0.8700000048	2	0.4%
2.190000057	2	0.4%
3.819999933	2	0.4%
3.079999924	2	0.4%
1.549999952	2	0.4%
0.2099999934	2	0.4%
3.849999905	2	0.4%
2.089999914	2	0.4%
Other values (270)	315	68.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	74	16.2%
0.009999999776	7	1.5%
0.01999999955	1	0.2%
0.02999999933	1	0.2%
0.1099999994	1	0.2%
0.1299999952	2	0.4%
0.1400000006	1	0.2%
0.1700000018	1	0.2%
0.1899999976	1	0.2%
0.2099999934	2	0.4%

Value	Count	Frequency (%)
12.51000023	1	0.2%
12	1	0.2%
9.369999886	1	0.2%
8.619999886	1	0.2%
8.149999619	1	0.2%
8.079999924	1	0.2%
8.06000042	1	0.2%
8.020000458	1	0.2%
7.789999962	1	0.2%
7.559999943	1	0.2%

SedentaryActiveDistance
Real number (ℝ_≥0)

ZEROS

Distinct	8
Distinct (%)	1.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.001903719882
Minimum	0
Maximum	0.1000000015
Zeros	419
Zeros (%)	91.7%
Memory size	3.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.009999999776
Maximum	0.1000000015
Range	0.1000000015
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.0084868013
Coefficient of variation (CV)	4.45800949
Kurtosis	54.03881246
Mean	0.001903719882
Median Absolute Deviation (MAD)	0
Skewness	6.566301549
Sum	0.8699999861
Variance	7.202579631e-05
Monotocity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	419	91.7%
0.009999999776	22	4.8%
0.02999999933	6	1.3%
0.03999999911	4	0.9%
0.01999999955	2	0.4%
0.05999999866	2	0.4%
0.1000000015	1	0.2%
0.05000000075	1	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	419	91.7%
0.009999999776	22	4.8%
0.01999999955	2	0.4%
0.02999999933	6	1.3%
0.03999999911	4	0.9%
0.05000000075	1	0.2%
0.05999999866	2	0.4%
0.1000000015	1	0.2%

Value	Count	Frequency (%)
0.1000000015	1	0.2%
0.05999999866	2	0.4%
0.05000000075	1	0.2%
0.03999999911	4	0.9%
0.02999999933	6	1.3%
0.01999999955	2	0.4%
0.009999999776	22	4.8%
0	419	91.7%

VeryActiveMinutes
Real number (ℝ_≥0)

ZEROS

Distinct	85
Distinct (%)	18.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	16.62363239
Minimum	0
Maximum	202
Zeros	241
Zeros (%)	52.7%
Memory size	3.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	25
95-th percentile	78.4
Maximum	202
Range	202
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	28.91970375
Coefficient of variation (CV)	1.739674163
Kurtosis	6.928585794
Mean	16.62363239
Median Absolute Deviation (MAD)	0
Skewness	2.38473603
Sum	7597
Variance	836.3492648
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	241	52.7%
1	11	2.4%
3	9	2.0%
4	8	1.8%
2	7	1.5%
7	7	1.5%
15	7	1.5%
18	7	1.5%
5	6	1.3%
25	6	1.3%
27	6	1.3%
50	5	1.1%
24	5	1.1%
33	5	1.1%
46	5	1.1%
14	4	0.9%
9	4	0.9%
21	4	0.9%
8	4	0.9%
70	3	0.7%
72	3	0.7%
47	3	0.7%
20	3	0.7%
40	3	0.7%
51	3	0.7%
Other values (60)	88	19.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	241	52.7%
1	11	2.4%
2	7	1.5%
3	9	2.0%
4	8	1.8%
5	6	1.3%
6	3	0.7%
7	7	1.5%
8	4	0.9%
9	4	0.9%

Value	Count	Frequency (%)
202	1	0.2%
165	1	0.2%
128	1	0.2%
124	1	0.2%
123	1	0.2%
116	1	0.2%
113	1	0.2%
107	1	0.2%
106	1	0.2%
105	1	0.2%

FairlyActiveMinutes
Real number (ℝ_≥0)

ZEROS

Distinct	62
Distinct (%)	13.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	13.07002188
Minimum	0
Maximum	660
Zeros	227
Zeros (%)	49.7%
Memory size	3.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	16
95-th percentile	46.4
Maximum	660
Range	660
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	36.20863518
Coefficient of variation (CV)	2.770357656
Kurtosis	224.7286191
Mean	13.07002188
Median Absolute Deviation (MAD)	1
Skewness	13.02940846
Sum	5973
Variance	1311.065262
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	227	49.7%
6	14	3.1%
16	12	2.6%
8	11	2.4%
7	10	2.2%
11	9	2.0%
17	9	2.0%
12	9	2.0%
9	8	1.8%
15	8	1.8%
14	7	1.5%
4	7	1.5%
24	6	1.3%
32	5	1.1%
13	5	1.1%
5	5	1.1%
19	5	1.1%
22	5	1.1%
28	5	1.1%
30	5	1.1%
20	4	0.9%
33	4	0.9%
18	4	0.9%
27	4	0.9%
37	4	0.9%
Other values (37)	65	14.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	227	49.7%
1	3	0.7%
2	3	0.7%
3	3	0.7%
4	7	1.5%
5	5	1.1%
6	14	3.1%
7	10	2.2%
8	11	2.4%
9	8	1.8%

Value	Count	Frequency (%)
660	1	0.2%
141	1	0.2%
133	1	0.2%
120	1	0.2%
114	1	0.2%
107	1	0.2%
101	1	0.2%
99	1	0.2%
81	2	0.4%
77	1	0.2%

LightlyActiveMinutes
Real number (ℝ_≥0)

ZEROS

Distinct	251
Distinct (%)	54.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	170.0700219
Minimum	0
Maximum	720
Zeros	72
Zeros (%)	15.8%
Memory size	3.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	64
median	181
Q3	257
95-th percentile	348.6
Maximum	720
Range	720
Interquartile range (IQR)	193

Descriptive statistics

Standard deviation	122.2053721
Coefficient of variation (CV)	0.7185591605
Kurtosis	0.3822726388
Mean	170.0700219
Median Absolute Deviation (MAD)	90
Skewness	0.3525141968
Sum	77722
Variance	14934.15298
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	72	15.8%
1	6	1.3%
248	5	1.1%
208	4	0.9%
212	4	0.9%
230	4	0.9%
276	4	0.9%
190	3	0.7%
272	3	0.7%
263	3	0.7%
258	3	0.7%
251	3	0.7%
145	3	0.7%
247	3	0.7%
112	3	0.7%
185	3	0.7%
243	3	0.7%
241	3	0.7%
279	3	0.7%
138	3	0.7%
176	3	0.7%
195	3	0.7%
193	3	0.7%
244	3	0.7%
153	3	0.7%
Other values (226)	304	66.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	72	15.8%
1	6	1.3%
2	3	0.7%
3	1	0.2%
6	1	0.2%
8	2	0.4%
9	1	0.2%
11	1	0.2%
12	1	0.2%
14	1	0.2%

Value	Count	Frequency (%)
720	1	0.2%
630	1	0.2%
586	1	0.2%
506	1	0.2%
491	1	0.2%
475	1	0.2%
422	1	0.2%
401	1	0.2%
397	1	0.2%
390	1	0.2%

SedentaryMinutes
Real number (ℝ_≥0)

Distinct	315
Distinct (%)	68.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	995.2822757
Minimum	32
Maximum	1440
Zeros	0
Zeros (%)	0.0%
Memory size	3.7 KiB

Quantile statistics

Minimum	32
5-th percentile	465.4
Q1	728
median	1057
Q3	1285
95-th percentile	1440
Maximum	1440
Range	1408
Interquartile range (IQR)	557

Descriptive statistics

Standard deviation	337.021404
Coefficient of variation (CV)	0.3386189146
Kurtosis	-0.6782227116
Mean	995.2822757
Median Absolute Deviation (MAD)	300
Skewness	-0.3655631139
Sum	454844
Variance	113583.4267
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1440	63	13.8%
1439	4	0.9%
1181	4	0.9%
1328	3	0.7%
1125	3	0.7%
770	3	0.7%
1150	3	0.7%
1185	3	0.7%
842	3	0.7%
700	3	0.7%
1055	3	0.7%
1139	3	0.7%
748	3	0.7%
1180	3	0.7%
621	2	0.4%
855	2	0.4%
804	2	0.4%
636	2	0.4%
1345	2	0.4%
866	2	0.4%
1149	2	0.4%
605	2	0.4%
1114	2	0.4%
1132	2	0.4%
1397	2	0.4%
Other values (290)	331	72.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
32	1	0.2%
61	1	0.2%
75	1	0.2%
99	1	0.2%
146	1	0.2%
161	1	0.2%
187	1	0.2%
198	1	0.2%
207	1	0.2%
209	1	0.2%

Value	Count	Frequency (%)
1440	63	13.8%
1439	4	0.9%
1438	2	0.4%
1432	1	0.2%
1428	1	0.2%
1414	1	0.2%
1407	1	0.2%
1406	2	0.4%
1404	1	0.2%
1399	1	0.2%

Calories
Real number (ℝ_≥0)

ZEROS

Distinct	383
Distinct (%)	83.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2189.452954
Minimum	0
Maximum	4562
Zeros	5
Zeros (%)	1.1%
Memory size	3.7 KiB

Quantile statistics

Minimum	0
5-th percentile	790.8
Q1	1776
median	2062
Q3	2667
95-th percentile	3716
Maximum	4562
Range	4562
Interquartile range (IQR)	891

Descriptive statistics

Standard deviation	815.4845229
Coefficient of variation (CV)	0.3724603999
Kurtosis	0.5200100199
Mean	2189.452954
Median Absolute Deviation (MAD)	422
Skewness	0.2363575209
Sum	1000580
Variance	665015.0071
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1776	11	2.4%
1878	8	1.8%
2060	6	1.3%
0	5	1.1%
1820	5	1.1%
1429	5	1.1%
1920	5	1.1%
1324	4	0.9%
1935	3	0.7%
1777	3	0.7%
2188	3	0.7%
1778	3	0.7%
2058	2	0.4%
2010	2	0.4%
2811	2	0.4%
2437	2	0.4%
2244	2	0.4%
2069	2	0.4%
1953	2	0.4%
2360	2	0.4%
1944	2	0.4%
399	2	0.4%
1882	2	0.4%
1347	2	0.4%
2442	2	0.4%
Other values (358)	370	81.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5	1.1%
50	1	0.2%
182	1	0.2%
251	1	0.2%
399	2	0.4%
446	1	0.2%
489	1	0.2%
538	1	0.2%
600	1	0.2%
625	1	0.2%

Value	Count	Frequency (%)
4562	1	0.2%
4526	1	0.2%
4430	1	0.2%
4286	1	0.2%
4234	1	0.2%
4220	1	0.2%
4196	1	0.2%
4128	1	0.2%
4039	1	0.2%
4034	1	0.2%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	Id	ActivityDate	TotalSteps	TotalDistance	TrackerDistance	VeryActiveDistance	ModeratelyActiveDistance	LightActiveDistance	VeryActiveMinutes	FairlyActiveMinutes	LightlyActiveMinutes	SedentaryMinutes	Calories
0	1503960366	3/25/2016	11004	7.11	7.11	2.57	0.46	4.07	33	12	205	804	1819
1	1503960366	3/26/2016	17609	11.55	11.55	6.92	0.73	3.91	89	17	274	588	2154
2	1503960366	3/27/2016	12736	8.53	8.53	4.66	0.16	3.71	56	5	268	605	1944
3	1503960366	3/28/2016	13231	8.93	8.93	3.19	0.79	4.95	39	20	224	1080	1932
4	1503960366	3/29/2016	12041	7.85	7.85	2.16	1.09	4.61	28	28	243	763	1886
5	1503960366	3/30/2016	10970	7.16	7.16	2.36	0.51	4.29	30	13	223	1174	1820
6	1503960366	3/31/2016	12256	7.86	7.86	2.29	0.49	5.04	33	12	239	820	1889
7	1503960366	4/1/2016	12262	7.87	7.87	3.32	0.83	3.64	47	21	200	866	1868
8	1503960366	4/2/2016	11248	7.25	7.25	3.00	0.45	3.74	40	11	244	636	1843
9	1503960366	4/3/2016	10016	6.37	6.37	0.91	1.28	4.18	15	30	314	655	1850

Last rows

	Id	ActivityDate	TotalSteps	TotalDistance	TrackerDistance	VeryActiveDistance	ModeratelyActiveDistance	LightActiveDistance	SedentaryActiveDistance	VeryActiveMinutes	FairlyActiveMinutes	LightlyActiveMinutes	SedentaryMinutes	Calories
447	8877689391	4/3/2016	15260	8.190000	8.190000	1.80	0.75	5.57	0.00	106	17	259	1058	3864
448	8877689391	4/4/2016	20779	18.410000	18.410000	11.73	0.65	6.00	0.00	78	16	208	1138	3662
449	8877689391	4/5/2016	10695	8.120000	8.120000	0.77	0.18	7.09	0.01	10	3	246	1181	2834
450	8877689391	4/6/2016	24136	20.910000	20.910000	12.22	0.54	8.08	0.00	87	16	318	1019	4039
451	8877689391	4/7/2016	10910	8.420000	8.420000	2.96	0.39	5.03	0.00	32	11	212	1185	2947
452	8877689391	4/8/2016	23014	20.389999	20.389999	11.10	0.63	8.62	0.00	70	29	359	982	4196
453	8877689391	4/9/2016	16470	8.070000	8.070000	0.00	0.02	8.02	0.00	90	9	289	1052	3841
454	8877689391	4/10/2016	28497	27.530001	27.530001	21.92	1.12	4.46	0.00	128	46	211	1055	4526
455	8877689391	4/11/2016	10622	8.060000	8.060000	1.47	0.15	6.37	0.01	18	7	225	1190	2820
456	8877689391	4/12/2016	2350	1.780000	1.780000	0.00	0.00	1.78	0.00	0	0	58	531	938

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most frequent Other Punctuation characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows